Robocrystallographer: automated crystal structure text descriptions and analysis
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
Our ability to describe crystal structure features is of crucial importance when attempting to understand structure–property relationships in the solid state. Here, the authors introduce robocrystallographer, an open-source toolkit for analyzing crystal structures. This package combines new and existing open-source analysis tools to provide structural information, including the local coordination and polyhedral type, polyhedral connectivity, octahedral tilt angles, component-dimensionality, and molecule-within-crystal and fuzzy prototype identification. Using this information, robocrystallographer can generate text-based descriptions of crystal structures that resemble descriptions written by human crystallographers. The authors use robocrystallographer to investigate the dimensionalities of all compounds in the Materials Project database and highlight its potential in machine learning studies.
- Research Organization:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Organization:
- USDOE Office of Science (SC), Basic Energy Sciences (BES) (SC-22), Materials Sciences & Engineering Division (SC-22.2)
- Grant/Contract Number:
- AC02-05CH11231; KC23MP
- OSTI ID:
- 1656534
- Journal Information:
- MRS Communications, Vol. 9, Issue 3; ISSN 2159-6859
- Publisher:
- Materials Research Society - Cambridge University PressCopyright Statement
- Country of Publication:
- United States
- Language:
- English
Web of Science
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